Amia R.

Key Skills

Software

No software listed

Top Subject Matter

Legal Services & Contract Review

Regulatory Compliance & Risk Analysis

Legal Research & Document Analysis

Top Data Types

Text

Audio

Image

Top Task Types

Evaluation/Rating

Question Answering

Transcription

Freelancer Overview

I have actively contributed to data labeling and AI training data projects on Handshake AI, participating in a variety of initiatives designed to improve model accuracy and performance. My work has spanned multiple task types, allowing me to develop a versatile skill set in pattern recognition, attention to detail, time management, edge case identification, and quality assurance. Notably, I have been involved in Project Hedgehog and Project Ohm, two distinct initiatives that required specialized approaches to data handling and consistency. Across these and other projects, I have strengthened my ability to recognize recurring patterns, maintain high-quality outputs, manage my time efficiently, and adapt quickly to evolving guidelines. These skills set me apart as a reliable contributor to AI development workflows.

Labeling Experience

Project Hedgehog

TextTranscription

I have contributed to multiple data labeling and AI training initiatives on Handshake AI, including Project Hedgehog and Project Ohm. These projects involved annotating multimodal datasets spanning text, audio, and visual content. Specific tasks included entity recognition, sentiment classification, audio transcription, image bounding box annotation, and content moderation. Project sizes ranged from thousands to tens of thousands of items. I adhered to strict quality measures including inter-annotator agreement checks, calibration exercises, guideline version control, and post-submission validation reviews. Across both projects, I applied skills in pattern recognition, attention to detail, time management, and quality assurance.

2025 - 2026

Education

Work History